{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"lstm_singvar.ipynb","provenance":[],"toc_visible":true},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"E0Y1FeH9K4Du","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":357},"executionInfo":{"status":"ok","timestamp":1597838510693,"user_tz":-60,"elapsed":3014,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"ca07e8a1-7f9e-4ee6-90d9-8d613204e9ad"},"source":["  !nvidia-smi"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Wed Aug 19 12:01:48 2020       \n","+-----------------------------------------------------------------------------+\n","| NVIDIA-SMI 450.57       Driver Version: 418.67       CUDA Version: 10.1     |\n","|-------------------------------+----------------------+----------------------+\n","| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n","| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n","|                               |                      |               MIG M. |\n","|===============================+======================+======================|\n","|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n","| N/A   44C    P8    10W /  70W |      0MiB / 15079MiB |      0%      Default |\n","|                               |                      |                 ERR! |\n","+-------------------------------+----------------------+----------------------+\n","                                                                               \n","+-----------------------------------------------------------------------------+\n","| Processes:                                                                  |\n","|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n","|        ID   ID                                                   Usage      |\n","|=============================================================================|\n","|  No running processes found                                                 |\n","+-----------------------------------------------------------------------------+\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"gJoGLTAVLt8x","colab_type":"code","colab":{}},"source":["import pandas as pd\n","from matplotlib import pyplot\n","import numpy as np"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"UBs-MkQILIy2","colab_type":"text"},"source":["# 导入数据"]},{"cell_type":"code","metadata":{"id":"EkL_2lxRFWv1","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":122},"executionInfo":{"status":"ok","timestamp":1597838529154,"user_tz":-60,"elapsed":21466,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"659e8e6c-cd10-4719-ba60-aa5e1d126741"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly&response_type=code\n","\n","Enter your authorization code:\n","··········\n","Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Qmk9TPM6LISU","colab_type":"code","colab":{}},"source":["dataset=pd.read_csv('/content/drive/My Drive/air_inference/data/Bloomsbury_clean.csv')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"-lWp-RXCMD9_","colab_type":"text"},"source":["# 查看数据详情"]},{"cell_type":"code","metadata":{"id":"CfjWlTm2L2XK","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":289},"executionInfo":{"status":"ok","timestamp":1597838530669,"user_tz":-60,"elapsed":22972,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"590443d8-dee3-460c-eb59-351f5c81afe4"},"source":["dataset.head()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>site</th>\n","      <th>code</th>\n","      <th>date</th>\n","      <th>nox</th>\n","      <th>no2</th>\n","      <th>no</th>\n","      <th>o3</th>\n","      <th>pm2.5</th>\n","      <th>ws</th>\n","      <th>wd</th>\n","      <th>air_temp</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>London Bloomsbury</td>\n","      <td>CLL2</td>\n","      <td>2018-01-01 00:00:00</td>\n","      <td>38.719371</td>\n","      <td>27.599582</td>\n","      <td>7.252141</td>\n","      <td>47.360318</td>\n","      <td>7.497625</td>\n","      <td>4.598855</td>\n","      <td>257.279906</td>\n","      <td>5.378717</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>London Bloomsbury</td>\n","      <td>CLL2</td>\n","      <td>2018-01-01 01:00:00</td>\n","      <td>38.976582</td>\n","      <td>27.836512</td>\n","      <td>7.265368</td>\n","      <td>47.042127</td>\n","      <td>7.449653</td>\n","      <td>4.603798</td>\n","      <td>257.009139</td>\n","      <td>5.412134</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>London Bloomsbury</td>\n","      <td>CLL2</td>\n","      <td>2018-01-01 02:00:00</td>\n","      <td>39.251382</td>\n","      <td>28.072885</td>\n","      <td>7.290429</td>\n","      <td>46.715825</td>\n","      <td>7.416401</td>\n","      <td>4.621557</td>\n","      <td>256.762603</td>\n","      <td>5.453970</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>London Bloomsbury</td>\n","      <td>CLL2</td>\n","      <td>2018-01-01 03:00:00</td>\n","      <td>37.985254</td>\n","      <td>27.997451</td>\n","      <td>6.513879</td>\n","      <td>46.400863</td>\n","      <td>7.358787</td>\n","      <td>4.636919</td>\n","      <td>256.538550</td>\n","      <td>5.502388</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>London Bloomsbury</td>\n","      <td>CLL2</td>\n","      <td>2018-01-01 04:00:00</td>\n","      <td>38.973919</td>\n","      <td>28.512513</td>\n","      <td>6.822754</td>\n","      <td>46.033610</td>\n","      <td>7.302818</td>\n","      <td>4.658491</td>\n","      <td>256.342472</td>\n","      <td>5.554477</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                site  code                 date  ...        ws          wd  air_temp\n","0  London Bloomsbury  CLL2  2018-01-01 00:00:00  ...  4.598855  257.279906  5.378717\n","1  London Bloomsbury  CLL2  2018-01-01 01:00:00  ...  4.603798  257.009139  5.412134\n","2  London Bloomsbury  CLL2  2018-01-01 02:00:00  ...  4.621557  256.762603  5.453970\n","3  London Bloomsbury  CLL2  2018-01-01 03:00:00  ...  4.636919  256.538550  5.502388\n","4  London Bloomsbury  CLL2  2018-01-01 04:00:00  ...  4.658491  256.342472  5.554477\n","\n","[5 rows x 11 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"7kdVZ_GrMBwk","colab_type":"text"},"source":["可视化数据"]},{"cell_type":"code","metadata":{"id":"AJPiEFrhMKqz","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":809},"executionInfo":{"status":"ok","timestamp":1597838532522,"user_tz":-60,"elapsed":24819,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"5c73f3b2-2bea-4dbf-b89a-4fdff54619cd"},"source":["air_pollutants_list=['nox','no2','no','o3','pm2.5','ws','wd','air_temp']\n","\n","def show_graph(site):\n","  dataset=site\n","\n","  # plot each column\n","  pyplot.figure(figsize=(14,14))\n","  i=1\n","  for column in air_pollutants_list:\n","      pyplot.subplot(len(air_pollutants_list), 1, i)\n","      pyplot.plot(dataset.loc[:, column].values,linewidth=0.5,color='b')\n","      pyplot.title(column, y=0.5, loc='right')\n","      i += 1      \n","  pyplot.show()\n","\n","show_graph(dataset)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1008x1008 with 8 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"W2b-1AV4QOI-","colab_type":"text"},"source":["# 单变量进行预测"]},{"cell_type":"code","metadata":{"id":"MydxFw4OQRCT","colab_type":"code","colab":{}},"source":["VAR='nox'\n","var_origin=dataset[VAR].values"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"wXwBDYo5Qn8r","colab_type":"text"},"source":["数据进行归一化操作"]},{"cell_type":"code","metadata":{"id":"oH5d0DoWQqZ3","colab_type":"code","colab":{}},"source":["from sklearn.preprocessing import MinMaxScaler\n","scaler = MinMaxScaler(feature_range=(0, 1))\n","scaled = scaler.fit_transform(var_origin.reshape(-1,1))"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"1J1D3BuWQ2Mg","colab_type":"text"},"source":["将数据转为cuda类型"]},{"cell_type":"code","metadata":{"id":"APKmihtYQ396","colab_type":"code","colab":{}},"source":["import torch\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","var= torch.FloatTensor(scaled).view(-1).to(device)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"au7datV1RG4l","colab_type":"text"},"source":["划分训练集，验证集和测试集"]},{"cell_type":"code","metadata":{"id":"Gs--seetRGI7","colab_type":"code","colab":{}},"source":["def splitData(var,per_val,per_test):\n","    num_val=int(len(var)*per_val)\n","    num_test=int(len(var)*per_test)\n","    train_size=int(len(var)-num_val-num_test)\n","    train_data=var[0:train_size]\n","    val_data=var[train_size:train_size+num_val]\n","    test_data=var[train_size+num_val:train_size+num_val+num_test]\n","    return train_data,val_data,test_data"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"dJW293b0R4Dq","colab_type":"text"},"source":["我们的验证集合测试集都取10%"]},{"cell_type":"code","metadata":{"id":"Yx6YahbFR_LN","colab_type":"code","colab":{}},"source":["train_data,val_data,test_data=splitData(var,0.1,0.1)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"cLo79Cc5SKgr","colab_type":"text"},"source":["查看长度"]},{"cell_type":"code","metadata":{"id":"O0xeFgqgSL6O","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597838545894,"user_tz":-60,"elapsed":38174,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"7b78dcda-7f2e-4edc-96e1-2bfe7bfc4075"},"source":["print('The length of train data, validation data and test data are:',len(train_data),',',len(val_data),',',len(test_data))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The length of train data, validation data and test data are: 14016 , 1752 , 1752\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gJxNhFxUSyiG","colab_type":"text"},"source":["取一定大小的窗口进行滑动，每个窗口的label值是窗口下一个预测的第一个空气污染物的值"]},{"cell_type":"code","metadata":{"id":"Uy7nQFpqSxwA","colab_type":"code","colab":{}},"source":["train_window = 240\n","def create_train_sequence(input_data, tw):\n","    inout_seq = []\n","    L = len(input_data)\n","    for i in range(L-tw):\n","        train_seq = input_data[i:i+tw]\n","        train_label = input_data[i+tw:i+tw+1]\n","        inout_seq.append((train_seq ,train_label))\n","    return inout_seq"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"CUejfLYoS-HE","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597838545895,"user_tz":-60,"elapsed":38164,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"801d3ae6-566e-4166-901f-05f3acf4c069"},"source":["train_inout_seq = create_train_sequence(train_data, train_window)\n","print('The total number of train windows is',len(train_inout_seq))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The total number of train windows is 13776\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"243dVQyDnICd","colab_type":"text"},"source":["注意，与上面创建train_data的sequence不同，验证集数据(实验是24个验证集数据)只是label。其数据部分还是需要借助于train集中的数据，大小为一个窗口。而这一个窗口的数据并不会在训练过程中被使用"]},{"cell_type":"code","metadata":{"id":"kwZ-_sA-m8cC","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597838546186,"user_tz":-60,"elapsed":38447,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"3e0ed8b8-e5e6-4f05-c827-024903bea42b"},"source":["def create_val_sequence(train_data,val_data, tw):\n","    temp=torch.cat((train_data,val_data))   #先将训练集和测试集合并\n","    inout_seq = []\n","    L = len(val_data)\n","    for i in range(L):\n","        val_seq = temp[-(train_window+L)+i:-L+i]\n","        val_label = test_data[i:i+1]\n","        inout_seq.append((val_seq ,val_label))\n","\n","    return inout_seq\n","\n","val_inout_seq = create_val_sequence(train_data, val_data,train_window)\n","print('The total number of validation windows is',len(val_inout_seq))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The total number of validation windows is 1752\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Y_8u-LfxQ8Vr","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597838546188,"user_tz":-60,"elapsed":38442,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"04778625-1a0e-4109-aea2-b579efd50223"},"source":["def create_test_sequence(train_data,val_data,test_data, tw):\n","    temp=torch.cat((train_data,val_data))   #先将训练集和测试集合并\n","    temp=torch.cat((temp,test_data))\n","    inout_seq = []\n","    L = len(test_data)\n","    for i in range(L):\n","        test_seq = temp[-(train_window+L)+i:-L+i]\n","        test_label = test_data[i:i+1]\n","        inout_seq.append((test_seq ,test_label))\n","\n","    return inout_seq\n","\n","test_inout_seq = create_test_sequence(train_data, val_data, test_data,train_window)\n","print('The total number of validation windows is',len(val_inout_seq))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The total number of validation windows is 1752\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"x3AGmCj5TSab","colab_type":"text"},"source":["# 定义LSTM"]},{"cell_type":"markdown","metadata":{"id":"gcjsZYWfTZ8h","colab_type":"text"},"source":["对下面lstm输入输出的值的不同维度不了解的童鞋可以看这篇文章：[PyTorch rnn,lstm,gru中输入输出维度](https://www.jianshu.com/p/b942e65cb0a3)"]},{"cell_type":"code","metadata":{"id":"dv3ZAgLhTR1y","colab_type":"code","colab":{}},"source":["from torch import nn\n","import torch.nn.functional as F\n","class LSTM(nn.Module):\n","    def __init__(self,input_size=1,hidden_layer_size=100,output_size=1,num_layers=1):\n","        super().__init__()\n","        self.hidden_layer_size=hidden_layer_size\n","        self.lstm=nn.LSTM(input_size,hidden_layer_size,num_layers)\n","        self.linear1=nn.Linear(hidden_layer_size,hidden_layer_size)\n","        self.linear2=nn.Linear(hidden_layer_size,output_size)\n","        self.hidden_cell=(torch.zeros(num_layers,1,self.hidden_layer_size),torch.zeros(num_layers,1,self.hidden_layer_size))\n","        \n","    def forward(self,input_seq):\n","        lstm_out, self.hidden_cell = self.lstm(input_seq.view(len(input_seq) ,1, -1), self.hidden_cell)\n","        out=self.linear1(lstm_out.view(len(input_seq), -1))\n","        out=torch.tanh(out)\n","        predictions = self.linear2(out)\n","        return predictions[-1]\n","    \n","model=LSTM().to(device)\n","loss_function=nn.MSELoss(reduction='sum')\n","optimizer = torch.optim.SGD(model.parameters(), lr=0.001,momentum=0.8, weight_decay=6e-4)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"9g6zdWu_TzhO","colab_type":"text"},"source":["# 训练模型"]},{"cell_type":"code","metadata":{"id":"gAPYzG4TT1Ek","colab_type":"code","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1597839129695,"user_tz":-60,"elapsed":621938,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"876a9145-5e99-4fee-9e75-281b975e6249"},"source":["epochs=5\n","\n","train_loss=[]\n","val_loss=[]\n","\n","train_value=[]\n","val_value=[]\n","\n","value_train_dic={\n","    'nox':[],\n","    'no2':[],\n","    'no':[],\n","    'o3':[],\n","    'pm2.5':[]\n","}\n","\n","value_val_dic={\n","    'nox':[],\n","    'no2':[],\n","    'no':[],\n","    'o3':[],\n","    'pm2.5':[]\n","}\n","\n","for i in range(epochs):\n","    #train\n","    add=0\n","    for seq,label in train_inout_seq:\n","        model.train()\n","        optimizer.zero_grad()\n","        seq=seq.to(device)\n","        label=label.to(device)\n","        model.hidden_cell = (torch.zeros(1, 1, model.hidden_layer_size).to(device),torch.zeros(1, 1, model.hidden_layer_size).to(device))\n","        y_pred = model(seq)\n","\n","        if(i==epochs-1):  #对最后一次epoch的值进行记录\n","          value_train_dic[VAR].append(y_pred)\n","        \n","        single_loss = loss_function(y_pred, label)\n","        add+=single_loss\n","        single_loss .backward()\n","        optimizer.step()\n","    loss_train=add/len(train_inout_seq)\n","    train_loss.append(loss_train)\n","\n","\n","\n","    #val\n","    add=0\n","    val_inputs=train_data[-train_window:].tolist()\n","    fut_pred = len(val_data)\n","    for seq,label in val_inout_seq:\n","        model.eval()\n","        seq = torch.FloatTensor(val_inputs[-train_window:]).to(device)\n","        label=label.to(device)\n","        single_loss=loss_function(model(seq),label)\n","\n","        y_pred=model(seq)\n","\n","        if(y_pred.item()>0):add+=single_loss\n","        else:add+=0\n","\n","\n","        val_inputs.append(y_pred.item())\n","\n","        if(i==epochs-1):  #对最后一次epoch的值进行记录\n","          value_val_dic[VAR].append(y_pred)\n","\n","          \n","    loss_val=add/len(val_inout_seq)\n","    val_loss.append(loss_val)\n","\n","        \n","        \n","    print(f'epoch: {i:3}  train_loss:{loss_train:10.8f} val_loss:{loss_val:10.8f}')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["epoch:   0  train_loss:0.00734125 val_loss:0.05126149\n","epoch:   1  train_loss:0.00462111 val_loss:0.05427338\n","epoch:   2  train_loss:0.00199110 val_loss:0.05637830\n","epoch:   3  train_loss:0.00078079 val_loss:0.05683563\n","epoch:   4  train_loss:0.00045074 val_loss:0.05681508\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"ztBof2OqT3iT","colab_type":"text"},"source":["# 做出预测"]},{"cell_type":"code","metadata":{"id":"msq_G2AkT5Rq","colab_type":"code","colab":{}},"source":["temp=torch.cat((train_data,val_data))\n","test_inputs=temp[-train_window:].tolist()\n","\n","test_results=[]\n","\n","fut_pred = len(test_data)\n","\n","model.eval()\n","\n","for i in range(fut_pred):\n","    seq = torch.FloatTensor(test_inputs[-train_window:]).to(device)\n","    with torch.no_grad():\n","        model.hidden = (torch.zeros(1, 1, model.hidden_layer_size),\n","                        torch.zeros(1, 1, model.hidden_layer_size))\n","        # test_inputs.append(model(seq).item())     #这个注释表示的是，将预测的值，放回时间窗口，进行下一次预测。\n","        test_inputs.append(test_data[i])\n","        test_results.append(model(seq).item())"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"ZOzQvlM9T9oF","colab_type":"text"},"source":["# 对标准化进行逆变化"]},{"cell_type":"code","metadata":{"id":"WHUd1WCOUBVU","colab_type":"code","colab":{}},"source":["import numpy as np\n","actual_predictions = scaler.inverse_transform(np.array(test_results).reshape(-1, 1))"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"_CUQ74WHiv_D","colab_type":"code","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1597839140390,"user_tz":-60,"elapsed":632620,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"b946a3f5-4310-4301-af30-b140b446abc7"},"source":["from matplotlib import pyplot as plt\n","values = var_origin\n","\n","plt.figure(figsize=(5, 4))\n","plt.title('hour vs NOX')\n","plt.ylabel('NOX')\n","plt.xlabel('hour')\n","plt.grid(True)\n","plt.autoscale(axis='x', tight=True)\n","plt.plot(values[len(train_data)+len(val_data):])\n","plt.plot(actual_predictions)\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 360x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"vQ8pm_8KLsns","colab_type":"code","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1597839140391,"user_tz":-60,"elapsed":632614,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"acc2d62e-1ada-4df0-9bc0-7d3a0702925e"},"source":["from sklearn.metrics import mean_squared_error\n","from sklearn.metrics import mean_absolute_error\n","y_true=values[len(train_data)+len(val_data):]\n","y_pred=actual_predictions\n","print('mse: ',mean_squared_error(y_true, y_pred))\n","print('mae: ',mean_absolute_error(y_true, y_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["mse:  183.62244145034694\n","mae:  11.797961018444276\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"rM_KWEJbXztc","colab_type":"text"},"source":["# 查看整体的训练效果"]},{"cell_type":"markdown","metadata":{"id":"m8sNCVhLeS1s","colab_type":"text"},"source":["首先需要将预测的数据进行逆变化"]},{"cell_type":"code","metadata":{"id":"cqSCkbqWeSJi","colab_type":"code","colab":{}},"source":["train_value_inv=scaler.inverse_transform(np.array(value_train_dic[VAR]).reshape(-1, 1))"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"up5B_A7TXYkj","colab_type":"code","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1597839140990,"user_tz":-60,"elapsed":633204,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"7982a610-4cc6-41e6-d894-523a66ca421e"},"source":["plt.figure(figsize=(14, 4))\n","pyplot.plot(dataset.loc[:, 'nox'].values,linewidth=0.5,color='b',label='origin')\n","\n","x_train=np.arange(train_window,len(train_data), 1)\n","pyplot.plot(x_train,train_value_inv,linewidth=0.5,color='r',label='train')\n","pyplot.plot()\n","pyplot.title('nox', y=0.5, loc='right')\n","pyplot.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1008x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"NpzPN87MfIkH","colab_type":"text"},"source":["# 对其它污染物进行单独的预测"]},{"cell_type":"code","metadata":{"id":"pd9xiMjKv0Lp","colab_type":"code","colab":{}},"source":["model_nox=LSTM().to(device)\n","model_no2=LSTM().to(device)\n","model_no=LSTM().to(device)\n","model_o3=LSTM().to(device)\n","model_pm25=LSTM().to(device)\n","\n","loss_function=nn.MSELoss()\n","optimizer_nox = torch.optim.SGD(model_nox.parameters(), lr=0.002,momentum=0.2, weight_decay=6e-4)\n","optimizer_no2 = torch.optim.SGD(model_no2.parameters(), lr=0.003,momentum=0.2, weight_decay=6e-4)\n","optimizer_no = torch.optim.SGD(model_no.parameters(), lr=0.002,momentum=0.2, weight_decay=6e-4)\n","optimizer_o3 = torch.optim.SGD(model_o3.parameters(), lr=0.003,momentum=0.2, weight_decay=6e-4)\n","optimizer_pm25 = torch.optim.SGD(model_pm25.parameters(), lr=0.003,momentum=0.2, weight_decay=6e-4)\n","\n","attr_dic={\n","    'nox':model_nox,\n","    'no2':model_no2,\n","    'no':model_no,\n","    'o3':model_o3,\n","    'pm2.5':model_pm25\n","}\n","\n","optimizer_dic={\n","    'nox':optimizer_nox,\n","    'no2':optimizer_no2,\n","    'no':optimizer_no,\n","    'o3':optimizer_o3,\n","    'pm2.5':optimizer_pm25\n","}\n","\n","value_train_dic={\n","    'nox':[],\n","    'no2':[],\n","    'no':[],\n","    'o3':[],\n","    'pm2.5':[]\n","}\n","\n","value_val_dic={\n","    'nox':[],\n","    'no2':[],\n","    'no':[],\n","    'o3':[],\n","    'pm2.5':[]\n","}"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"WzplXedRfNtq","colab_type":"code","colab":{}},"source":["#以下函数是上面函数的集成，虽然冗长。。。\n","\n","def train_model(VAR):\n","  attr_dic[VAR].train()\n","  #污染物\n","  # VAR=airpollutants\n","  var_origin=dataset[VAR].values\n","\n","  #归一化\n","  scaler = MinMaxScaler(feature_range=(0, 1))\n","  scaled = scaler.fit_transform(var_origin.reshape(-1,1))\n","\n","  #转为cuda\n","  device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","  var= torch.FloatTensor(scaled).view(-1).to(device)\n","\n","  #划分训练集\n","  train_data,val_data,test_data=splitData(var,0.1,0.1)\n","\n","  #训练窗口\n","  train_window = 240\n","\n","  #划分序列\n","  train_inout_seq = create_train_sequence(train_data, train_window)\n","  val_inout_seq = create_val_sequence(train_data, val_data,train_window)\n","  test_inout_seq = create_test_sequence(train_data, val_data, test_data,train_window)\n","\n","  #创建模型\n","  model=attr_dic[VAR]\n","  loss_function=nn.MSELoss()\n","  optimizer = optimizer_dic[VAR]\n","\n","  #迭代次数\n","  epochs=5\n","\n","  #训练\n","  train_loss=[]\n","  val_loss=[]\n","\n","  for i in range(epochs):\n","      #train\n","      add=0\n","      for seq,label in train_inout_seq:\n","          model.train()\n","          optimizer.zero_grad()\n","          seq=seq.to(device)\n","          label=label.to(device)\n","          model.hidden_cell = (torch.zeros(1, 1, model.hidden_layer_size).to(device),torch.zeros(1, 1, model.hidden_layer_size).to(device))\n","          y_pred = model(seq)\n","\n","          if(i==epochs-1):  #对最后一次epoch的值进行记录\n","            value_train_dic[VAR].append(y_pred)\n","          \n","          single_loss = loss_function(y_pred, label)\n","          add+=single_loss\n","          single_loss .backward()\n","          optimizer.step()\n","      loss_train=add/len(train_inout_seq)\n","      train_loss.append(loss_train)\n","\n","\n","\n","      #val\n","      add=0\n","      val_inputs=train_data[-train_window:].tolist()\n","      fut_pred = len(val_data)\n","      for seq,label in val_inout_seq:\n","          model.eval()\n","          seq = torch.FloatTensor(val_inputs[-train_window:]).to(device)\n","          label=label.to(device)\n","          single_loss=loss_function(model(seq),label)\n","\n","          y_pred=model(seq)\n","\n","          if(y_pred.item()>0):add+=single_loss\n","          else:add+=0\n","\n","\n","          val_inputs.append(y_pred.item())\n","\n","          if(i==epochs-1):  #对最后一次epoch的值进行记录\n","            value_val_dic[VAR].append(y_pred)\n","\n","            \n","      loss_val=add/len(val_inout_seq)\n","      val_loss.append(loss_val)\n","\n","          \n","          \n","      print(f'epoch: {i:3}  train_loss:{loss_train:10.8f} val_loss:{loss_val:10.8f}')\n","\n","\n","  temp=torch.cat((train_data,val_data))\n","  test_inputs=temp[-train_window:].tolist()\n","\n","  fut_pred = len(test_data)\n","\n","  model=attr_dic[VAR]\n","  model.eval()\n","\n","  test_results=[]\n","  #测试\n","  for i in range(fut_pred):\n","      seq = torch.FloatTensor(test_inputs[-train_window:]).to(device)\n","      with torch.no_grad():\n","          model.hidden = (torch.zeros(1, 1, model.hidden_layer_size),\n","                          torch.zeros(1, 1, model.hidden_layer_size))\n","          test_inputs.append(test_data[i])\n","          test_results.append(model(seq).item())\n","\n","  #逆标准化\n","  actual_predictions = scaler.inverse_transform(np.array(test_results).reshape(-1, 1))\n","\n","\n","  #画图\n","  from matplotlib import pyplot as plt\n","  values = dataset[VAR].values\n","\n","\n","  plt.figure(figsize=(8, 6))\n","  plt.title('Hour vs '+VAR)\n","  plt.ylabel(VAR)\n","  plt.grid(True)\n","  plt.autoscale(axis='x', tight=True)\n","  plt.plot(values[len(train_data)+len(val_data):],color=\"red\",label='real value')\n","  plt.plot(actual_predictions,label='prediction')\n","  plt.legend(loc='upper right',fontsize=15)\n","  plt.show()\n","\n","  from sklearn.metrics import mean_squared_error\n","  from sklearn.metrics import mean_absolute_error\n","  y_true=values[len(train_data)+len(val_data):]\n","  y_pred=actual_predictions\n","  print('mse: ',mean_squared_error(y_true, y_pred))\n","  print('mae: ',mean_absolute_error(y_true, y_pred))  \n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"RXUdCh9XiHEE","colab_type":"code","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1597839740828,"user_tz":-60,"elapsed":1233028,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"00be3611-b4fc-415d-8382-e04625e0e8c1"},"source":["train_model('nox')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["epoch:   0  train_loss:0.01020685 val_loss:0.03334173\n","epoch:   1  train_loss:0.00805765 val_loss:0.03650175\n","epoch:   2  train_loss:0.00506300 val_loss:0.04272127\n","epoch:   3  train_loss:0.00212932 val_loss:0.04869822\n","epoch:   4  train_loss:0.00071926 val_loss:0.05164525\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["mse:  121.76388129649575\n","mae:  9.411900698861444\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"GsK7i0R11dGV","colab_type":"code","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1597840337641,"user_tz":-60,"elapsed":1829836,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"3e4a1702-1a4b-4172-c906-40e9ebe3221a"},"source":["train_model('no2')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["epoch:   0  train_loss:0.00851185 val_loss:0.03092576\n","epoch:   1  train_loss:0.00586970 val_loss:0.03511263\n","epoch:   2  train_loss:0.00276990 val_loss:0.04001449\n","epoch:   3  train_loss:0.00093945 val_loss:0.04218667\n","epoch:   4  train_loss:0.00040678 val_loss:0.04253734\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["mse:  26.45642259162264\n","mae:  4.66402599647169\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"CUAedUvhBRul","colab_type":"code","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1597840938339,"user_tz":-60,"elapsed":2430528,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"3df26f6b-7d29-4368-fb22-7aeb1ef8add3"},"source":["train_model('no')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["epoch:   0  train_loss:0.00916678 val_loss:0.02014861\n","epoch:   1  train_loss:0.00734262 val_loss:0.02133842\n","epoch:   2  train_loss:0.00522650 val_loss:0.02352443\n","epoch:   3  train_loss:0.00285639 val_loss:0.02606047\n","epoch:   4  train_loss:0.00120293 val_loss:0.02777362\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["mse:  31.10011203410551\n","mae:  4.4671033856325915\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Vh7I-NPGGWj1","colab_type":"code","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1597841537989,"user_tz":-60,"elapsed":3030173,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"203577b4-acab-4754-9620-9fc5a2de3c23"},"source":["train_model('o3')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["epoch:   0  train_loss:0.00896444 val_loss:0.08421563\n","epoch:   1  train_loss:0.00538931 val_loss:0.08239274\n","epoch:   2  train_loss:0.00183743 val_loss:0.07786815\n","epoch:   3  train_loss:0.00057009 val_loss:0.07344875\n","epoch:   4  train_loss:0.00032909 val_loss:0.07133086\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["mse:  17.437032497803596\n","mae:  3.660052396320741\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"KK7tUstTGeuJ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1597842135519,"user_tz":-60,"elapsed":495921,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"1686e426-b29e-4b9a-93c8-5c082b30852f"},"source":["train_model('pm2.5')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["epoch:   0  train_loss:0.01208722 val_loss:0.04361375\n","epoch:   1  train_loss:0.00688351 val_loss:0.04631511\n","epoch:   2  train_loss:0.00184812 val_loss:0.04992442\n","epoch:   3  train_loss:0.00045841 val_loss:0.05197690\n","epoch:   4  train_loss:0.00027669 val_loss:0.05258586\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["mse:  1.9482182797373306\n","mae:  1.0651313475193227\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"v6BitpC2xafT","colab_type":"text"},"source":["# 预测二十四小时之内的空气污染物数据"]},{"cell_type":"markdown","metadata":{"id":"S9heC9ZyxfcL","colab_type":"text"},"source":["预测方法是将新预测的值，当做时间窗口的新的值，放进去重新进行下一刻的预测"]},{"cell_type":"code","metadata":{"id":"FbAogDZ3xZqc","colab_type":"code","colab":{}},"source":["def predict_future(VAR):\n","  fut_pred=96\n","  model=attr_dic[VAR]\n","  model.eval()\n","\n","  test_results=[]\n","  #测试\n","  for i in range(fut_pred):\n","      seq = torch.FloatTensor(test_inputs[-train_window:]).to(device)\n","      with torch.no_grad():\n","          model.hidden = (torch.zeros(1, 1, model.hidden_layer_size),\n","                          torch.zeros(1, 1, model.hidden_layer_size))\n","          test_inputs.append(model(seq).item()) #这是我之前提到的注释的那个代码\n","          # test_inputs.append(test_data[i])\n","          test_results.append(model(seq).item())\n","\n","  #逆标准化\n","  actual_predictions = scaler.inverse_transform(np.array(test_results).reshape(-1, 1))\n","\n","\n","  #画图\n","  from matplotlib import pyplot as plt\n","  values = dataset[VAR].values\n","\n","\n","  plt.figure(figsize=(8, 6))\n","  plt.title('Hour vs '+VAR)\n","  plt.ylabel(VAR)\n","  plt.grid(True)\n","  plt.autoscale(axis='x', tight=True)\n","  plt.plot(values[len(train_data)+len(val_data):len(train_data)+len(val_data)+fut_pred],color=\"red\",label='real value')\n","  plt.plot(actual_predictions,label='prediction')\n","  plt.legend(loc='upper right',fontsize=15)\n","  plt.show()\n","\n","  from sklearn.metrics import mean_squared_error\n","  from sklearn.metrics import mean_absolute_error\n","  y_true=values[len(train_data)+len(val_data):len(train_data)+len(val_data)+fut_pred]\n","  y_pred=actual_predictions\n","\n","  print('mse: ',mean_squared_error(y_true, y_pred))\n","  print('mae: ',mean_absolute_error(y_true, y_pred)) \n","\n","  y_pred=pd.DataFrame(y_pred)\n","\n","  y_pred.to_csv('/content/drive/My Drive/air_inference/result24/lstm_single_'+VAR+'.csv',index=False)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"QU0Kmn3oyKPX","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":424},"executionInfo":{"status":"ok","timestamp":1597842138680,"user_tz":-60,"elapsed":3168,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"541bb24e-bf7a-467f-9efc-8e609ab7b354"},"source":["predict_future('nox')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAfQAAAF1CAYAAAAeOhj3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3hUxf7H8fckJKSQAKlA6L33pqLSUUBQRAH1KjYsgNixIXp/WK6KBRW8CFZQiahgQyzXWAEFRCkKIr0TWmiBlPn9MQEBKUnI5iS7n9fz7JPs2d2z3z2Uz86cOTPGWouIiIgUb0FeFyAiIiKnT4EuIiLiBxToIiIifkCBLiIi4gcU6CIiIn5AgS4iIuIHFOgiIiJ+QIEuUowYY1YZYzofs22gMeZ7r2oSkaJBgS4ix2WMKeF1DSKSewp0ET9jjKlnjEkxxuw0xiw2xvQ64rEUY8x1R9w/qnVvjLHGmMHGmD+BP4+z7xnGmCHHbPvVGNPHOM8YY7YYY9KMMQuNMQ1PUGOKMeb/jDE/GGN2G2M+N8bEHfF4r5zad+Y8t17O9uHGmDmHvmwYY27KeV7YaRwyEb+gQBfxI8aYEOAj4HMgARgKTDbG1MnDbi4E2gD1j/PY28CAI96vPlAF+AToCpwD1AZKA5cC207yPpcBV+fUGQrcmbPP2jnvcysQD3wKfGSMCQWeBA4ADxhjagGPAldYa9Pz8PlE/JICXaT4mZbTct1pjNkJjD3isbZAKeBxa+1Ba+3/gI85IoRz4TFr7XZr7f7jPPYB0NQYUyXn/uXA+9baA0AGEAXUBYy19ndr7caTvM+r1tplOe+TDDTN2d4P+MRa+4W1NgN4CggHzrTWZgNXArcAHwJPWGt/ycNnE/FbCnSR4udCa22ZQzfg5iMeqwCszQm+Q1YDSXnY/9oTPWCt3Y1rjffP2TQAmJzz2P+AF4AXgS3GmPHGmOiTvM+mI37fh/sicugzrD7iPbNzakrKub8K+BqomvNeIoICXcTfbAAqGWOO/LddGVif8/teIOKIx8odZx+nWoLxbWCAMeYMIAwXru6F1o6x1rbAddfXBu7KW/mA+wyHegAwxhigEjmfwRjTAzgD+ArXBS8iKNBF/M0cXGv3bmNMiDGmPXAB8E7O4wuAPsaYCGNMTeDafLzHp7jA/Tcw5VBvgDGmlTGmTc55/L1AOpB94t2cUDLQwxjTKWdfd+DOm/+YM3BuAnAdcBVwgTGmez7eQ8TvKNBF/Ii19iAuwM8HUnHn16+01v6R85RngIPAZuB1crrL8/geB4D3gc7AW0c8FA28DOzAdZlvIx8taGvtUuAK4Pmcz3ABcEHOZxsPTLfWfmqt3Yb7QjLBGBOb1/cR8TfG2lP1romIiEhRpxa6iIiIH1Cgi4iI+AEFuoiIiB9QoIuIiPgBBbqIiIgfKNarKZUpU8bWrFnT6zICzt69e4mMjPS6jICj4+4NHXdv6Lif2Lx581KttfHHbi/WgZ6YmMjcuXO9LiPgpKSk0L59e6/LCDg67t7QcfeGjvuJGWNWH2+7utxFRET8gM8C3RjzSs66yIuO2PakMeYPY8xvxpgPjDFljnjsXmPMcmPMUmNMN1/VJSIi4o982UJ/DTjvmG1fAA2ttY2BZcC9cHhN5f5Ag5zXjDXGBPuwNhEREb/is0C31n4LbD9m2+fW2sycu7OBijm/9wbesdYesNauBJYDrX1Vm4iIiL/x8hz6NcCMnN+TOHoN5nXkbf1mERGRgObJKHdjzP1AJvlY6ckYMwgYBBAfH09KSkrBFientGfPHh13D+i4e6Owj3twcDCRkZG4ZeADV3R0NL/88ovXZRQqay179+4lKysrX68v9EA3xgwEegKd7N9Lva0HKh3xtIo52/7BWjset4QiderUsbqsofDpchJv6Lh7ozCPe1paGps3byYpKYnw8PCADvXdu3cTFRXldRmFxlrL/v37Wb9+PYmJiURHR+d5H4Xa5W6MOQ+4G+hlrd13xEMfAv2NMSWNMdWAWsBPhVmbiIjXtmzZQlJSEhEREQEd5oHIGENERARJSUls2bIlX/vwWQvdGPM20B6IM8asA0biRrWXBL7I+cs621p7o7V2sTEmGViC64ofbK3NX5+DiEgxlZGRQXh4uNdliIfCw8PJyMjI12t9FujW2gHH2TzxJM9/BHjEV/WIiBQHapkHttP589dMcSIiIn6gWM/lLiIiASwr6+9bdrb7CRAa6m5BgdVmVaCLiEjRZi1kZsK+faR8+SUd+vZl4dSpNKxS5eSvCwlxwR4ZCdHREBUFwbmfhHTVqlVUq1aNjz76iJ49e57mh/A9BbqIiBQdGRmwbx+hO3ZAaiqkp7vbodZ3aqr7GREBSUlQooQL6aAg99NaOHjQ3Q4ccD9TU+HQyPFSpVy4x8RAWJg3n9FHFOgiIuIzWVlZZGVlERoaevwnHDwIO3bA3r3uduAA4C6HIiTEhe6h8A0Ph1273OsqVYLy5XNXRHa223damnv9hg3uVqoUxMa6/eeh5V5UBdYJBhER8amBAwfSsmVLpk2bRoMGDQgLC2POnDkATJ8+nZYtWxIWFka5xETuHjSIjPnzYe1a2L2bPzZsoP+oUVS68EIizjmHBpddxrMzZpBdqRIkJrqW9SmCd+/evURGRvLiiy/+vTEoCKKiaHXhhVzx6KPQuDEbQ0K45t57qd60KeGRkdSuVo0Hhg/n4MGDJ92/MYYXXnjhqG0PPfQQcXFxR21bs2YN/fv3JyYmhoiICLp168bSpUvzcCTzTi10EREpUKtWreLuu+/mwQcfpFy5clSrVo3k5GQGDBjADVdeyaODBvHXihXc++KLZBvDU889B2FhrE9NpU6TJlx+7bUEBwezbNkyRo4cyf79+7n33ntz9d6RkZH07NmT5ORkBg8efHj7ihUrmDt3LiNHjoTQUFKDgoipXp2nL72UskFBLFu4kIfGj2fr6tX8d8IE13rPp+3bt9OuXTtiY2N56aWXiIiI4PHHH6dz584sW7bMZ3MNKNBFRIqyW2+FBQu8ee+mTeHZZ/P8sm3btvHll1/StGlTAGx2NnfdcQdX9uzJ2MGD3fnvPn0oWbMmg4cO5d5HHyU2LIxOnTrRqVMnwE2D27VrV/bt28fLL7+c60AH6N+/P3379mXDhg1UqFABgClTplC2bFm6desGQKNGjXhq9OjDrzmrd28iy5fnmttv5/lhwwiNiXHn8/PhmWeeYe/evSxYsICYmBi3/7POomrVqrzyyitHfdEoSOpyFxGRApWUlOTC3FrYuZNln37KmnXruLR7dzKrVyezVi0yy5ShY+fOpKens2jRIgDS09MZOXIkNWvWJC4ujpCQEO6//35WrlxJZmbmKd71b+effz6lSpXi3XffPbxtypQpXHTRRYSEhABu7vRnn32W+vXrEx4eTkh4OJcPGcKBgwdZ44qBFSvci3PO6+fWl19+SZcuXYiOjiYzM5PMzEyioqJo0aIFc+fOzdO+8kItdBGRoiwfLWSvJSYmwvbtsGkT7NtH6o4dAHS/8Ua48cZ/PH/tWrd69vDhw5kwYQIjR46kbt26VKhQgenTpzNq1CjS09Mplctu8LCwMHr37s2UKVMYNmwYS5cu5ddff+XJJ588/Jxnn32Wu+66i+HDh3PuuedStmxZfv75ZwYPHkx6VBTUr/93kK9ZA6tXQ05r/1RSU1OZPXs2U6ZM+cdjh3ogfEGBLiIiBSM7G9LTMYdatyVLQpUqxEREADB+/HiaNWv2j5dVq1YNgHfffZehQ4dy9913H15t7ZNPPslXKf369eOCCy5gzZo1TJkyhfj4eDp27Hj48XfffZe+ffvyyCN/zzi+ZMmSv3cQFAQJCe73MmXcpW/btlGyZEkOHtNi35HzheWQmJgYevXqxYgRI/5Rly9XkFOgi4jI6cnOdtd5b94Me/aAMVC9OpQtC8ZQJzaWpKQkVq1axfXXX3/C3ezfv5+SJUsevp+VlcU777yTr5K6du1KmTJlSE5OZsqUKfTt25fgI0bIH/teAJMnTz7+zuLjoUEDWLeOivHx/P7jj3DttVCmDNnZ2Xz11VdHPb1Tp04kJyfToEGDQl1sR4EuIiL5k53tWq4bN7oBZNHRULr039eO5wgKCmL06NH861//Ii0tjfPPP5/Q0FBWrFjBtGnTmDp1KhEREXTp0oUXX3yRmjVrEhYWxquvvsqBPJ6/PiQkJIQ+ffrw9NNPs3HjRsaOHXvU4126dGHMmDG0adOGGjVqMHnyZJYvX37iHYaFQc2aXHTRRbz48ss0e+wxqteuzYSPPyYtLe2op95+++1MmjSJjh07MnToUJKSkti8eTPffPMN7dq1Y8CA461ddvoU6CIikjfZ2bBtmwvygwfdJV7Vq7upVXMGnR2rX79+REdH8+ijj/LKK68QHBxM9erV6dmz5+FJZ55//nluvPFGBg8eTFhYGAMHDuSiiy5i0KBB+Sqzf//+TJw4kQoVKnD22Wcf9diDDz7I1q1beeCBBwDo06cPY8aM4YILLjjpPkc++ihbdu7kgfHjCQ0OZsgll9Dg4ot58c03Dz8nLi6O2bNnc//993Pbbbexc+dOypcvT7t27WjcuHG+PktuGGutz3bua3Xq1LG+vlBf/iklJYX27dt7XUbA0XH3RmEe999//5169eoVynvlS0YGbN3qbhkZbo70pCQX5AW87Ouhc+hF2sGDsH69+3ITEuIGzcXFnfaxONXfA2PMPGtty2O3q4UuIiInl57uzo+nprpL0aKjoWpV9zOQ128PDYVq1dzgubVr3Uj4rVuhYkWffMk5FQW6iIgcX3q6m/N8+3YXTrGxbgrWQhzoVSxERkKdOu44rV8Py5a5beXKuRHyhRTsCnQRETnagQPu/Hhqqrt8q1w5F+QnOD8u/P2Fp2xZd9w2b4a//nKD6cqVc4MEfbw+uwJdREScQ0G+bZu7n5jowkhBnnuHrl+Pj3eryG3cCKtWuS75smVdsPuoO16BLiIS6A4ccLO6HVprPD7eBfmJljyVUzPGhXfZsrB7t/uStH27O8YhIX+He2RkgYW7Al1EJFBlZLhz5IeCPC7OrTGuIC84xrjBg9HRUKWKW4992zY3eG7LFnesY2LcLTz8tMJdgS4iEmiys12gbNjgfleQF46gINcyL1sWsrJcl/yOHa53ZNMmF+gJCe5KgnxQoIuIBJK0NLfYSHq6azVWruwGbknhCg52X6Ti4lxPyY4drqdk9WrXNf/ee3DTTe7xXNLyqSIigeDgQTfqetky1wKsWRNq1VKYFwUhIa5lXq8e1K7tFrV58EH3Zeu221zA54ICXUTEn2Vnu+7cRYtg5043m1mDBoV6fXRheOGFFzBHfJ6UlBSMMYfXWs+N8ePHM23atH9sr1q1KnfeeWeB1HlSh863JyTA4sXQvz+MGeO+eL3wgmvJn4QCXUTEX6WlwZIlsG6dC4qGDV2g+/h66KKgefPmzJo1ixo1auT6NScK9A8++IBbbrmlIMs7tfr14ZVX4JdfoGlTGDoUmjSBzz474Uv8/09VRCTQHDjwz+71mjVdV24RtX///gLdX3R0NG3bti2Q5UubNWtG5cqVC6CqfGjcGL78EqZPdy30888/4VMV6CIi/iIz07XGFy1yl0eVL/9393ohGjhwIC1btmTatGnUrVuXsLAw2rVrx5IlSw4/xxjD008/za233kp8fDyNGjUCID09nbvvvpt69epRsmRJmjRpwqeffnrU/g8cOMCQIUMoU6YMMTEx3HbbbWQc0x19vC73rKwsHnvsMWrXrk3JkiWpWLEiAwcOBKB9+/bMmzeP119/HWMMxhhee+014Phd7snJyTRq1IiSJUtSqVIl7r//fjIzMw8//tprr2GMYeHChXTp0oXIyEjq1q3L+++/n/cDagz06uW64Z977oRPU6CLiBR31rprmhctcufLY2Jc93pSkmfd66tXr+b2229nxIgRvPXWW+zatYtu3bqRnp5++DlPPvkkGzdu5M0332TMmDEA9O3bl9dee4077riDjz76iFatWtGrVy8WLFhw+HX33HMPEyZMYMSIEUyePJnVq1czevToU9Z0ww03MHLkSC699FI+/vhjRo8ezb59+wAYO3YsdevWpXv37syaNYtZs2bRo0eP4+7n888/p1+/fjRv3pzp06czdOhQnnrqKYYMGfKP51522WX06tWLDz74gFq1atG/f3/WrVuXp2N5WGgonKTrX5etiYgUYQ9/tJglG9JO/ITMTNfFnp3tLoUKKwlBm4BNp/3e9StEM/KCBvl6bWpqKtOnT+fMM88EoEWLFtSoUYPXXnuNG2+8EYDy5cszZcqUw6/56quv+OSTT0hJSaF58+ZERUXRtWtXli1bxiOPPMK7777Ltm3beOmll3j44Ye54447AOjWrRv169c/aT1//PEHEydO5LnnnjvqfHi/fv3cZ61fn8jISOLj42nbtu1J9/Xggw/Svn17Xn/9dQDOO+88AO69914eeOABKlasePi5t912G9dcc83hY5CYmMjHH398+BgUJLXQRUSKo+ws2LcPDp17Dg+HiAgICva2rhwJCQmHwxygSpUqtGjRgp9++unwtu7dux/1mi+//JJy5cpx1llnkZmZefjWqVMn5s6dC8DChQtJT0+nd+/eh18XFBR01P3j+frrrwEOd7HnV1ZWFvPnz+eSSy45anu/fv3Izs5m1qxZR23v2rXr4d9jY2NJSEjIfwv9FNRCFxEpwo5qIWdmupHr27e7S9BKlHKj1uPiitzI9YSEhONu27hx4+H7iYmJRz2emprKpk2bCDnOYjDBwe6LyqZNm467/+O935G2bdtGZGQk0dHRufsAJ5CamkpGRsY/aj90f/sx14yXOWb8Qmho6FGnHQqSAl1EpChLT3fhvWuXW+QDoEQJN+CtXDnXzV4Ebdmy5bjbGjT4+wuKOeY6+JiYGJKSkpg2bRp79+4lMjLyH/soV67c4X3FxMSc9P2OFBsby969e0lLSzutUI+LiyMkJOQf77d58+bDn8ErResrnYiIuFndNm1y15AvWuRGrmdmugCvW9ddj5yUVGTDHFzA/vjjj4fvr1mzhvnz59O6desTvqZTp05s2rSJUqVK0bx5c1q2bHnUDaBRo0aEhYUxffr0w6/Lzs4+6v7xdOzYEYA33njjhM/JTes5ODiYFi1a8O677x61PTk5maCgIM4444yTvt6X1EIXESkq9u+HP/6APXvc/YgIqFjRLeZRhK8hP564uDiuuOIKRo0aRXh4OCNHjiQhIeGk57C7dOlCt27d6NKlC8OGDaNFixakpaWxYMEC0tPTeeyxx4iNjWXQoEGMHDmSEiVK0KBBA15++WX2HDpmJ1CnTh0GDRrEHXfcwZYtWzjnnHPYuXMnU6dO5Z133gGgbt26zJw5k5kzZxIbG0u1atWIjY39x74efvhhunXrxtVXX03//v1ZuHAhI0aM4Prrrz9qQFxhU6CLiHht1So3Z/cNN7iWd4UK7tKzYjzPepUqVbjvvvu45557WL16NS1btuStt94i7CSfyRjD+++/z6OPPsrYsWNZt24dMTExNG3alKFDhx5+3hNPPEFGRgb//ve/CQoK4oorruD2228/POr9RMaOHUuVKlWYMGECjz/+OAkJCUcNWnvggQdYs2YNl156KWlpabz66qvH/QLStWtX3nnnHUaNGsXkyZNJSEjgjjvu4OGHH877gSpAxuZzmbaioE6dOnbp0qVelxFwUlJSaN++vddlBBwdd2/49Ljv3w9PPgmPPQZBQfz+1VfUa926yA1wy6uBAweyaNGiwyPT82P37t1ERUUVYFXFx++//069evVO+LgxZp61tuWx24v33xoRkeJq8WJo1AhGjnSzgP3xB5QuXezDXLyjvzkiIoXt22+hXTvYu9fN0z1lClSq5HVVUszpHLqISGGaOhUuvxyqVXMrZ1Wt6nVFBe7QHOhSuNRCFxEpLM8/D5deCi1bwg8/+GWYi3cU6CIivmYt3HefW1ijd2/XzX6cy6FETocCXUTE1x5+2I1kHzTIdbmfZI3u4nzlkZy+0/nzV6CLiPjSU0+5QL/6ahg37qSzu4WEhLD/0GIrEpD2799/3Lnsc0OBLiLiKy+9BHfd5c6bv/zyKS9JS0hIYP369ezbt08t9QBjrWXfvn2sX7/+lAvNnIhGuYuI+MKbb8LNN0PPnu73XMy7fmjRkA0bNpCRkeHrCou09PT0k84q549CQkJITEzM9+IxCnQRkYI2fToMHAgdOsC770JoaK5fGh0dfdpLfPqDlJQUmjVr5nUZxYq63EVECtLPP8OAAdCqlQv2AGtlincU6CIiBWXNGjeNa2IifPghlCrldUUSQNTlLiJSENLS3Pnyffvgq68gnwObRPJLgS4icroyM6FfP1iyBGbMgPr1va5IApDPutyNMa8YY7YYYxYdsS3GGPOFMebPnJ9lc7YbY8wYY8xyY8xvxpjmvqpLRKRAWQvDhrl52ceNgy5dvK5IApQvz6G/Bpx3zLZ7gK+stbWAr3LuA5wP1Mq5DQLG+bAuEZGCM24cjB3rrje//nqvq5EA5rNAt9Z+C2w/ZnNv4PWc318HLjxi+xvWmQ2UMcaU91VtIiIF4ttvXeu8Rw94/HGvq5EAV9ij3BOttRtzft8EJOb8ngSsPeJ563K2iYgUTWvWQN++UKMGTJ58ylngRHzNs0Fx1lprjMnz3IbGmEG4bnni4+NJSUkp6NLkFPbs2aPj7gEdd28c77gHpafT7JZbCN+3j3lPPcX+X37xpjg/pr/veVfYgb7ZGFPeWrsxp0t9S8729UClI55XMWfbP1hrxwPjAerUqWPbt2/vw3LleFJSUtBxL3w67t74x3G3Fi6/HJYvh48+ok2PHp7V5s/09z3vCruP6EPgqpzfrwKmH7H9ypzR7m2BXUd0zYuIFB2jR8Pbb8OoUe7cuUgR4bMWujHmbaA9EGeMWQeMBB4Hko0x1wKrgUtznv4p0B1YDuwDrvZVXSIi+fb99zB8uDt3fu+9XlcjchSfBbq1dsAJHup0nOdaYLCvahEROW3btrk52qtVg4kTwRivKxI5imaKExE5FWvhmmtg82aYNQu0GpoUQQp0EZFTGTPGLbbyzDPQooXX1Ygcly6cFBE5iVJLl7pZ4C64wE0iI1JEKdBFRE4kLY0G//63Ww711Vd13lyKNHW5i4icyODBhG3aBCkpEBvrdTUiJ6UWuojI8bz9NkyaxOp//QvOPtvrakROSYEuInKsNWvgppugbVsX6CLFgAJdRORIWVlw5ZXu56RJ2OBgrysSyRUFuojIkZ56Cr75xl2qVqOG19WI5JoCXUTkkPnzYcQIuPhiGDjQ62pE8kSBLiICsG+fW0UtPh7++19doibFji5bExEBePBB+OMP+OILXaImxZJa6CIiP//spnW94Qbo3NnrakTyRYEuIoHt4EG49looXx7+8x+vqxHJN3W5i0hg+89/YOFCt/hK6dJeVyOSb2qhi0jgWrIERo2C/v3d4isixZgCXUQCU1YWXHcdlCoFzz3ndTUip01d7iISmMaOhVmz4M03ISHB62pETpta6CISeNasgXvvhfPPd9eei/gBBbqIBBZrYcgQ93PsWE0gI35DXe4iElimTYOPPoInn4SqVb2uRqTAqIUuIoFj924YOhSaNIFhw7yuRqRAqYUuIoFjxAjYsAHeew9CQryuRqRAqYUuIoFh7lx4/nm46SZo08brakQKnAJdRPxfZqabpz0hAR591OtqRHxCXe4i4v9eeMGtdZ6crOldxW+phS4i/u3PP+G++6BHD+jb1+tqRHxGgS4i/isrC666CsLCYPx4XXMufk1d7iLiv0aPdtO7TpoEFSp4XY2IT6mFLiL+afFid5lanz5w2WVeVyPicwp0EfE/GRlw5ZVuANy4cepql4CgLncR8T+PPupGtb/3nlZSk4ChFrqI+Jd582DUKLjiCtfdLhIgFOgi4j9274YBAyAxEcaM8boakUKlLncR8R9DhsBff8HXX0PZsl5XI1Ko1EIXEf8waRK88YYb2X7OOV5XI1LoFOgiUvwtX+4WXTn7bHjgAa+rEfGEAl1EireDB91585AQmDwZSuhMogQm/c0XkeLtvvvc0qgffACVKnldjYhn1EIXkeJr+nQ3vevNN8OFF3pdjYinFOgiUjwtW+Zmg2vZ0oW6SIBToItI8bNnj5s0JiQEpk51q6mJBDidQxeR4sVauO46+P13mDkTqlTxuiKRIkGBLiLFy7PPwpQpbr72zp29rkakyFCXu4gUH998A3fd5QbA3XOP19WIFCkKdBEpHpYtg759oUYNeP11LYkqcgwFuogUfZs2wXnnud8//hiio72tR6QI0jl0ESnadu+GHj1g82a36EqtWl5XJFIkKdBFpOg6eBAuvhh+/RU+/BBat/a6IpEiS4EuIkVTdjZcey188QW88gp07+51RSJFms6hi0jRNHy4WxJ11Ci4+mqvqxEp8hToIlL0PPEEPPWUm6P9vvu8rkakWPAk0I0xtxljFhtjFhlj3jbGhBljqhlj5hhjlhtjphhjQr2oTUQ8NnGia5337w/PP6/L00RyqdAD3RiTBNwCtLTWNgSCgf7Af4BnrLU1gR3AtYVdm4h47IMPYNAg6NbNXWsepE5Ekdzy6l9LCSDcGFMCiAA2Ah2BqTmPvw5oLUSRQJKSAgMGQKtW8N57EKpOOpG8MNbawn9TY4YBjwD7gc+BYcDsnNY5xphKwIycFvyxrx0EDAKIj49vkZycXGh1i7Nnzx5KlSrldRkBx5+Pe+SKFTQbOpQD8fH88txzZJYu7XVJh/nzcS/KdNxPrEOHDvOstS2P3V7ol60ZY8oCvYFqwE7gXeC83L7eWjseGA9Qp04d2759ex9UKSeTkpKCjnvh89vjnprqRrGXLk2J77+nXcWKXld0FL897kWcjnveeXEdemdgpbV2K4Ax5n3gLKCMMaaEtTYTqAis96A2ESlMGRlufvaNG+Hbb6GIhblIceLFOfQ1QFtjTIQxxgCdgCXA10DfnOdcBUz3oDYRKUy33OJWUJs4UbPAiZymQg90a+0c3OC3+cDCnBrGA8OB28NbS1YAACAASURBVI0xy4FYYGJh1yYihWjcOHjpJXeJ2uWXe12NSLHnydSv1tqRwMhjNq8A9BVdJBB8/bVrnffoAY884nU1In5BF3mKSOFavRouucStmvbWWxAc7HVFIn5BgS4ihSc93a2elpEB06drXXORAqTV1kSk8AwZAvPmuTDXuuYiBUotdBEpHC+/7Eaz338/9OrldTUifkeBLiK+9/PPrnXerRs8/LDX1Yj4JQW6iPjW1q3uvHmFCjB5sgbBifiIzqGLiO8cPOhGtG/ZAj/+CLGxXlck4rcU6CLiG9bCjTe6meAmTYLmzb2uSMSvqctdRHzjiSfg1VfhwQc1E5xIIVCgi0jBe/99uOce6N8fHnrI62pEAoICXUQK1ty5cMUV0Lata6Eb43VFIgFBgS4iBWfNGneNeUICTJsGYWFeVyQSMDQoTkQKxqZN0KkT7NsHM2dCYqLXFYkEFAW6iJy+bdugSxfYuBE+/xwaNfK6IpGAo0AXkdOza5ebAe7PP+GTT+DMM72uSCQgKdBFJP/27oWePeHXX+GDD1yXu4h4QoEuIvlz4AD06eNmgHvrLRfsIuIZBbqI5F1mppss5vPP3Qpq/fp5XZFIwNNlayKSN9bCDTfAe+/B00/DNdd4XZGIoEAXkbywFu66C155BUaMgNtu87oiEcmhQBeR3Hv8cRg9GgYP1rrmIkWMAl1EcmfsWLjvPnfufMwYTekqUsQo0EXk1J5/3rXKL7jAzc8epP86RIqaXP2rNMZ0Ps62qwq+HBEpcp56Cm65BS66CKZOhZAQrysSkePI7dfsB40x44wxkcaYRGPMR8AFvixMRIqARx91g+AuvRSmTIHQUK8rEpETyG2gnwv8BSwAvgfestb29VlVIuIta9065vff75ZCnTxZLXORIi63gV4WaI0L9QNAFWM0IkbEL61aBRdf7EaxX301vPYalNAcVCJFXW4DfTbwmbX2PKAVUAH4wWdViUjh27cPRo6EevXc8qePPQYTJkBwsNeViUgu5PZrd2dr7RoAa+1+4BZjzDm+K0tECo21brDbHXfA2rUwYAA88QRUrOh1ZSKSB7ltoe8yxjxtjJlnjJlrjBkN/OrLwkSkEPz0E5x9thv0FhMD337rFlpRmIsUO7kN9FeA3cAlwKVAGvCqr4oSER9bs8YNdmvTxq1jPn48zJvnwl1EiqXcdrnXsNZefMT9h40xC3xRkIj4yK5d8M037vz4K6+4bffdB/fcA1FR3tYmIqctt4G+3xjTzlr7PYAx5ixgv+/KEpECsW4djBsHX30FP/8M2dkQHg6XXAKjRkHlyl5XKCIFJLeBfhPwujGmdM79HYBmihMpyn76CXr1gtRUaN3atcY7d4a2baFkSa+rE5EClttA/x14AqgBlAF2ARcCv/moLhE5He++C1deCeXLw2+/Qf36XlckIj6W20Fx03FTvaYD64E9wF5fFSUi+WQtPPKIG7XeogXMmaMwFwkQuW2hV8yZVEZEiqqDB+H66+GNN9wSpxMmQFiY11WJSCHJbQv9R2NMI59WIiL5t3+/Ww3tjTfclK1vvqkwFwkwuW2htwMGGmNW4uZyN4C11jb2WWUikjt79rjBbykp8NJLcMMNXlckIh7IbaCf79MqRCR/du6E7t3diPY33nCTxYhIQMpVoFtrV/u6EBHJo61boWtXWLzYjWq/6CKvKxIRD2lNRJHiaNs26NAB/voLPvwQztOYVZFAp0AXKW5274bzz4fly+HTT6FjR68rEpEiQIEuUpzs3+8GwM2fDx98oDAXkcMU6CLFhMnMhH793AIrb74JF1zgdUkiUoQo0EWKg+xs6jzxBHzxBbz4ops4RkTkCLmdWEZEvJKRAddfT7kvvnArpN18s9cViUgRVKxb6FnW6wpEfGzPHjcv+4wZrPrXv6h6331eVyQiRVSxDvQNe7JJz8giLCTY61JECt7mzdCjB/zyC7z0Eqvq1KGqMV5XJSJFVLHucs+y8OYszXkjfmjpUjjjDFiyBKZN03SuInJKxTrQw0sYxqYsZ3d6hteliBSc77+Hs85y15unpGg0u4jkiieBbowpY4yZaoz5wxjzuzHmDGNMjDHmC2PMnzk/y55qP2VLGnbsy2DCdysLo2wR33v1VXdteUwMzJoFrVt7XZGIFBNetdCfAz6z1tYFmgC/A/cAX1lrawFf5dw/qdBgOL9hOSZ8t4Ltew/6tGARn8rKgjvvhGuugXPPhTlzoGZNr6sSkWKk0APdGFMaOAeYCGCtPWit3Qn0Bl7PedrrwIW52d8dXWuzPyOLcSnLfVGuiO+lpUHv3jB6NAwe7KZzLXvKDioRkaMYawv32i9jTFNgPLAE1zqfBwwD1ltry+Q8xwA7Dt0/5vWDgEEA8fHxLZKTk5mw8ACzN2byxDnhxIQV62EBxcKePXsoVaqU12X4hdCtW2k8fDiRq1fz5y23sKF37xM+V8fdGzru3tBxP7EOHTrMs9a2PHa7F4HeEpgNnGWtnWOMeQ5IA4YeGeDGmB3W2pM2U+rUqWOXLl3K2u376Dg6hb4tKvFYn0a+/QBCSkoK7du397qM4m/pUrf86Y4d8P770LnzSZ+u4+4NHXdv6LifmDHmuIHuRXN2HbDOWjsn5/5UoDmw2RhTHiDn55bc7rBSTASXta5M8ty1rErdW+AFixS4uXOhXTu32EpKyinDXETkVAo90K21m4C1xpg6OZs64brfPwSuytl2FTA9L/sd3LEmocFBPPX50gKrVcQnvvrKrWVeqhT88AM0b+51RSLiB7w64TwUmGyM+Q1oCjwKPA50Mcb8CXTOuZ9rCVFhXH92NT7+bSPzVu8o8IJFCsT770P37lC1qgvzWrW8rkhE/IQngW6tXWCtbWmtbWytvdBau8Nau81a28laW8ta29lauz2v+73h3BokRJXk/z5eQna2JnqXImbqVDcve4sW8O23UKGC1xWJiB/xqyHhkSVLcFe3OixYu5OPftvgdTkif5s6Ffr3h7ZtYeZMXZYmIgXOrwId4OLmFWmYFM1/ZvzB/oNZXpcjAu+993eYz5gBUVFeVyQifsjvAj0oyPBAj/ps2JXOhO9WeF2OBLr33oN+/RTmIuJzfhfoAG2rx9KtQSLjvvmLzWnpXpcjgeqtt1yYt2mjMBcRn/PLQAe49/x6ZGRl89RMXcYmhcxaePxxuPxyd635Z58pzEXE5/w20KvGRTLwzKpMnb+ORet3eV2OBIrMTLj5Zrj3XhgwwA2AU5iLSCHw20AHGNKxFrGRoTwwbZEuYxPf27sXLroIXnoJhg+HSZOgZEmvqxKRAOHXgV46PIT7utdjwdqdTJm71utyxJ9t3epmf/v0Uxg71nW5B/n1Py8RKWL8/n+ci5ol0bpaDI/P+INtew54XY74o3Xr4JxzYOFC+OADuOkmrysSkQDk94FujGHUhQ3ZeyCT/3z2h9fliL9ZvtwNfFu/3p0v79XL64pEJED5faAD1E6M4tqzq5E8dx1zV+V5RlmR4/vtNxfme/fC11+7VrqIiEcCItABbulYiwqlw3hg2iIys7K9LkeKu1mz4NxzoUQJNy97ixZeVyQiAS5gAj2yZAkevKABf2zazWs/rvK6HCnOPvgAOnWCuDj4/nuoV8/rikREAifQAbo1SKRDnXie+WIZ63fu97ocKW6shdGj4eKLoUkTt/xp1apeVyUiAgRYoBtj+HfvhljgvvcXYq2uTZdcysyEwYPhzjuhTx/43/8gIcHrqkREDguoQAeoFBPB3d3q8M2yrbw3f73X5UhxsHs39O4N48bBXXdBcjKEh3tdlYjIUQIu0AGuPKMqLauU5d8fLWaLFm+Rk1m1Cs46y12S9tJL8MQTmjBGRIqkgPyfKSjI8ETfxhzIzOaBaYvU9S7H99130KoVrFnjZoC74QavKxIROaGADHSA6vGluK1LbT5fsplPFm70uhwpaiZOdCPZY2Jgzhzo2tXrikRETipgAx3gunbVaFyxNCOnL2b73oNelyNFQXY23H47XHcdtG8Ps2dDnTpeVyUickoBHeglgoN4om9j0tIzeHD6Iq/LkaLgzjvhmWdg6FDXzV62rNcViYjkSkAHOkDdctHc0rEWH/+2kekLNOo9oD39tAvzYcPguefcLHAiIsVEwAc6wE3ta9CiSlkemLaIdTv2eV2OeOHtt+GOO+CSS1ywG+N1RSIieaJAx3W9P9uvKdbCHcm/kpWtUe8B5X//g6uucourvPGGLksTkWJJ/3PlqBQTwUO9GjBn5XbGf7vC63KksPz6K1x0EdSuDdOmQViY1xWJiOSLAv0IFzdPonujcjz9xVIWrd/ldTnia5s2QY8eEBUFM2ZoAJyIFGsK9CMYY3jkwkbERIYy7J1f2H8wy+uSxFcOHoS+fWH7dvj4Y6hUyeuKREROiwL9GGUjQxl9SVP+2rqXf3+8xOtyxFeGDXOrpb36KjRt6nU1IiKnTYF+HO1qxXHjuTV4+6c1upTNH40f7+ZlHz4c+vXzuhoRkQKhQD+BO7vWpnXVGO59fyHLt+zxuhwpKD/+CEOGQLdu8MgjXlcjIlJgFOgnUCI4iDEDmhEeEszgyfN1Pt0frF8PF18MVaq4686Dg72uSESkwCjQT6Jc6TCe6deUZVt2a2rY4i4jw00as2ePuzxNI9pFxM8o0E/hnNrxDO1Qk3fnrSN57lqvy5H8Gj4cZs1yq6g1aOB1NSIiBU6BngvDOtfmjOqxPDh9EYs36Pr0Yue999wc7bfcApde6nU1IiI+oUDPheAgw5gBzSgTHsqgN+axbc8Br0uS3PrzT7j6amjTBp580utqRER8RoGeS/FRJRl/ZQtS9xzg5snzycjK9rokOZX9+93kMSEhkJwMoaFeVyQi4jMK9DxoXLEMj1/ciDkrtzNKk84UfUOGwMKFMHkyVK7sdTUiIj6lBZ/z6KJmFVmyIY2Xv1tJvfLR9G+toCiSJk6EV16BESPgvPO8rkZExOfUQs+H4efV5exacYyYvoh5q7d7XY4c66ef4OaboUsXGDnS62pERAqFAj0fSgQH8cKA5iSVCeeGN+exdvs+r0uSQ7ZscZPHlC+vyWNEJKAo0POpdEQIE65qRUaWZeCrP7FrX4bXJUlmJvTvD6mp8P77EBvrdUUiIoVGgX4aaiaUYvy/WrB2+34GvTmXA5maHtZT994LX3/tFl5p3tzrakRECpUC/TS1qR7Lk5c0Zs7K7dw99Teys63XJQWm5GR46ikYPBiuusrrakRECp1GuReA3k2TWLdjP0/OXErFsuHc1a2u1yUFli++gIED4cwz4emnva5GRMQTCvQCcnP7GqzbsY8Xv/6LCmXCubxNFa9LCgwffugWXalXDz74QJPHiEjAUqAXEGMM/9e7IZt2pfPAtEVEh4VwQZMKud+BtWCM7wr0R1OmwBVXQLNm8NlnEBPjdUUiIp5RoBegEsFBjL28BVe98hO3TVlAqZIl6FA34e8nZGXBihXw22+wdCmsWuVuq1e7W9WqcNllMGAA1Krl0acoJl5/Ha65Bs46Cz7+GKKjva5IRMRTCvQCFh4azISrWnDZ2O+58Y2febP0Wlov+9lNQbpokZtf/JD4eBfiTZpAz54wfz489JCbDKVVK7j8crjhBggL8+rjFD3WwvPPw7Bh0LmzW9s8MtLrqkREPKdALwjWulb3jBnw+edE//ILrx/I5tLL/8O1+2N4+8ffaFgh2oVzo0bQuLE753u8IFq3znUlv/UW3HorfPWVu6a6hP6oOHjQzc/+8svQuze8846+7IiI5FBK5FdqqgvbmTPd+duNG932Jk2gf39iGzRgUo1a9P0lmysve5Qpg9pSKzHq1PutWBHuuMPdxo1zU5heey28+ioEBfBVhps3uxngfvgB7rsP/v1vzQInInIEBXpuHTwIKSnw5Zfu9ssvbnuZMtC1q1sApFs3qPD3QLjywKRWe+n331kMeHk2b13fltq5CfVDbrrJfXF48EE34OvppwNz4NzcuXDRRbBtm2uV9+vndUUiIkWOZ4FujAkG5gLrrbU9jTHVgHeAWGAe8C9r7UGv6gNciH/5pZu0ZNo02LXLra191lkwapQ7h9uixUm7w6vFRfL2oLYMGD+bAeNdqNcpl4dQf+ABF2TPPuvOud93XwF8sGLkgw/cQMGEBPjxR2ja1OuKRESKJC/7cIcBvx9x/z/AM9bamsAO4FpPqgI3eO266yAxEXr0cGF+4YXw0UewY4ebXvT++6FNm1yd264RX4p3BrWlRLDhspdns3TT7tzXYoxrmV9xhXvPl146jQ9WzLz+OvTt60L8558V5iIiJ+FJoBtjKgI9gAk59w3QEZia85TXgQsLtShr4dtv3WjzRo3cSl29erlLojZvhtdec4/lc0R19fhSvH29C/UBL8/mj01puX9xUJBb27tnT3dOffLkfNVQrDz/vJv9rUMHNxNcQsIpXyIiEsiMtYU/97gxZirwGBAF3AkMBGbntM4xxlQCZlhrGx7ntYOAQQDx8fEtkpOTT68Ya4mZPZsqkyZReskSDpYuzfo+fVjfuzeZpUuf3r6PY9PebB7/KZ3MbMvtLcOoXjr3A7uCDhyg0T33UOa331j80EOknn12gdeXG3v27KFUqVK+2bm1VJk0iWqvvELqWWex5MEHydbsb4CPj7uckI67N3TcT6xDhw7zrLUt//GAtbZQb0BPYGzO7+2Bj4E4YPkRz6kELDrVvmrXrm1Py4IF1nbqZC1YW62atS++aO3evae3z1xYuXWPPevxr2z9ETPsD8u35u3FaWnWtm1rbUiItZ9+6psCT+Hrr7/2zY6zs62980735/Gvf1mbkeGb9ymmfHbc5aR03L2h435iwFx7nEz0osv9LKCXMWYVbhBcR+A5oIwx5tAJ6YrAep9VsHGjO0ferJkbrT5mjJu57eabISLCZ297SNW4SKbeeCZJZcMZ+OrPzFy8Kfcvjopy17s3bAh9+riR9/4gO9utlPbUU+7P4bXXdO29iEgeFHqgW2vvtdZWtNZWBfoD/7PWXg58DfTNedpVwPQCf/O0NDcTW61a8MYbcNttsHw5DB3qRq8XonKlw0i+4Qzql4/mpknzeHfu2ty/uEwZ+PxzqF7dnVf/7jvfFVoYsrLcF6xx4+Duu+GFFwL7mnsRkXwoSv9rDgduN8Ysx126NrHA9rxvHzzxBFSrBg8/7K4ZX7IERo+GsmUL7G3yqkxEKJOva8OZNeK4a+pv/Pebvw6dcji1uDh3SV358tC+vZsKNS0PA+2KiowMN4L/1VfdlLePPx6Y19qLiJwmTwPdWptire2Z8/sKa21ra21Na+0l1toDp/0GWVmu1VejBgwfDq1bu0lKpk6FmjVPe/cFIbJkCSYObEmPRuV5bMYfjJi+iMys7Ny9uHx5+OknuPFGNyq8bl038YoHAx3z5cABN0nMO++4IH/oIYW5iEg+FaUWesFasgTOPNOdj61Vy12SNmOGmwimiClZIpjnBzTjhnOrM2n2Gq5/Yy57D2Tm7sVly8KLL8KcOW6WugEDoEsXmDfPt0Wfro0boXt3N3HMmDHuC5eIiOSb/wV6RgY8+qgb8PbXX26Rk2++AY8u8cqtoCDDvefX45GLGvLtn6lc+t9ZbE5Lz/0OWrVyof7iiy7MW7Z0XfEffeQGnBUlH3/sFqiZNcsNfhs61OuKRESKPf8K9F9/dbO33X+/m9ltyRLXYi1G3biXt6nChKtasip1Lxe++AOLN+zK/YuDg12PxKpVbrT4ihVucpz69WH8eNfF7aX0dBfeF1wASUnui8dVV3lbk4iIn/CPQD9wwC1g0rIlbNgA773nliAtprOLdaiTwLs3ngnAxeN+5MNfN+RtB6VLu9XaDvVQREa6pVtr13ZLj2Zk+KDqU/jhB9eL8MIL7uqCOXPcErIiIlIgin+gz5kDzZvD//2fa40vXuyuzy7m6leI5sMh7WicVIZb3v6Fxz79nazsPA52Cwlxx2TuXLfEa/nyMGgQ1KnjRpVn5vI8fX5Z65aXPfdcaNfOrRw3Y4abm75kSd++t4hIgCnWgV5y61Y38C0tDT75xF1bHhvrdVkFJj6qJJOua8OVZ1Thv9+uYOCrP7FzXz4WoDPGLe06a5Y7TrGxcM01rgejc2e46y7Xkv/jj9M/356VBStXurnwW7Z0lwiuWAHPPed6DM477/T2LyIix1Wsp+IK3bHDXbL1n/9AdLTX5fhEaIkg/t27IfXLRzNi+iJ6vfADYy9vTsOkfMwzb4wbWX7++S7YP/wQ5s93o8wP5nxRKFPGLQ/brp0bSNiy5Ylb09bCggVu4N2CBbBsmZuo59C5+lq1YOJEd5255mMXEfGpYh3o+ypWdNeZB4D+rStTKzGKIW/Np8/YHxnRsx5XtK2Cyc+AP2PcDHM9e7r7GRnw++8u3H/80c0898kn7rHQUDeornFjd2vUiLILFrhr+T/8ENaudfurU8fdevRw5+rr1oW2bd1APRER8bliHehZhTDvelHSokpZPrnlbO5IXsCI6YuZtWIbj1/cmOiw05y2NiTk78AeONBt27rVDWSbNQt++83NSvfGGwA0AQgPd934Dz/svhjEx59eDSIiclqKdaAHopjIUCZe1YqXv1vBEzOXsmj997x4WXMaVSzgpV7j492lfxcesSx9aiosXMhvP/9M46FDXaiLiEiRUKwHxQWqoCDDDefWIPmGtmRkZXPR2B948evleR8Fn1dxcdChA9tbt1aYi4gUMQr0YqxFlRhmDDubbg3L8eTMpfT77yzWbNvndVkiIuIBBXoxVyYilBcGNOOZfk1Yumk35z/3Lck/r839qm0iIuIXFOh+wBjDRc0q8tlt59CoYmnufu83rn19Lht37fe6NBERKSQKdD+SVCact65rywM96vHjX6l0ffpb3pqzRq11EZEAoED3M0FBhuvOrs7MW8+hYVJp7vtgIZe9PIfV2/Z6XZqIiPiQAt1PVYmN5K3r2/BYn0YsWr+Lbs9+y4tfL+dAZpbXpYmIiA8o0P2YMYYBrSvzxe3n0qFOAk/OXMr5z37H93+mel2aiIgUMAV6AChXOoxxV7TgtatbkW0tV0ycw+C35rNpV7rXpYmISAFRoAeQ9nUS+OzWc7i9S22+XLKZjqNTGPPVn+w/qG54EZHiToEeYMJCgrmlUy2+uO1c2teJ5+kvltHhqRTen7+ObF/PNCciIj6jQA9QlWMjGHt5C5JvOIOE6JLcnvwrF479gdkrtnldmoiI5IMCPcC1rhbDtJvP4ulLm7Al7QD9x8/mXxPnsHDdLq9LExGRPFCgC0FBhj7NK5JyV3vu716PRet3ccEL33PTpHks37Lb6/JERCQXtHyqHBYWEsz151Snf+tKTPhuJRO+W8HMxZu4oEkFhnSoSa3EKK9LFBGRE1Cgyz9EhYVwW5faXHlGFcZ/u4I3Z6/mw1830L1heYZ0rOl1eSIichwKdDmh2FIlubd7PW44twavfL+S135cxScLN9IsIZhSVbfTsmqM1yWKiEgOnUOXU4qJDOXObnX4YXhHbu1ci2U7suj70iz6jP2BzxZtIkuXu4mIeE4tdMm10hEh3Nq5NvVYz6aIakz4fgU3TppHtbhIrjmrKn2aVySypP5KiYh4QS10ybOSJQxXnVmVr+9ozwuXNSM6rAQjpi+m7aNf8fBHi1mZqpXdREQKm5pTkm8lgoPo2bgCPRqV55e1O3n9x1VMmr2aV39Yxbm147m8TWU61k2gRLC+N4qI+JoCXU6bMYbmlcvSvHJZ7u9Rj7fnrOWtn1Yz6M15JESV5JKWFenfqjKVYiK8LlVExG8p0KVAJUSFMaxzLQZ3qMHXS7fyzk9rGJfyFy9+/RftasbRt0VFujZIJCJUf/VERAqS/lcVnygRHESX+ol0qZ/Ixl37Sf55He/OW8utUxYQGRrM+Y3K06d5Em2rxRIUZLwuV0Sk2FOgi8+VLx3OsM61GNqxJj+v2s7789fzycKNTJ23jvKlw+jRqDwXNKlA44qlMUbhLiKSHwp0KTRBQYY21WNpUz2Wh3o14PMlm/jo1w28PmsVE75fSeWYCHo2Lk/3RuVpUCFa4S4ikgcKdPFEeGgwvZsm0btpErv2ZTBz8SY++m0D//12BWNT/qJi2XDOa1CO8xqWo3nlsuqWFxE5BQW6eK50RAiXtqrEpa0qsW3PAb78fTOfLdrEG7NWM+H7lcSVKknHuvF0qpdIu5pxmrxGROQ49D+jFCmxpUrSr1Vl+rWqzO70DL5eupWZizcxY9EmkueuIzQ4iDbVY+hYN4FzasdTPS5SXfMiIijQpQiLCguhV5MK9GpSgYysbOau2sH//tjMV79v4eGPlgCQVCacc2rHc27tOM6oEUfp8BCPqxYR8YYCXYqFkOAgzqgRyxk1Yrm/R33Wbt/HN8u28u2yrXz06wbe/mkNQQYaJpXmjBqxnFkjjlZVy+p6dxEJGPrfToqlSjERXNG2Cle0rUJGVja/rNnJj3+l8uPybbzy/Ur++80KSgQZGiaVpk21GFpXi6FllRhKR6gFLyL+SYEuxV5IcBCtc0L71s6w72Amc1ftYNaKbfy8cjuv/LCS/367AmOgTmIUzSqXpXnlMrSoUpZqOgcvIn5CgS5+JyK0BOfUjuec2vEApGdksWDtTn5auZ2fV23n499cFz1A2YgQmlQqQ5OKZWhSqTSNK5YhrlRJL8sXEckXBbr4vbCQYNpWj6Vt9VgAsrMty7fuYf7qHcxfs4Nf1+7i22V/km3d85PKhNMwKZqGFUrTMKk0DZKiSYgK8/ATiIicmgJdAk5QkKF2YhS1E6Po37oyAHsPZLJo/S5+W7eLX9ftZMmGNGYu3nz4NfFRJalbLop65aOpWy6KuuWiqZEQSckSwV59DBGRoyjQRYDIkiUOT0t7yO70DH7fuJvFG3axeEMaf2xK47UfV3EwMxuA4CBD1dgIo2R35gAACthJREFUaidGUSsxitqJpaiZUIqqsZGEhSjoRaRwKdBFTiAqLOTwYLtDMrOyWZm6lyUb0/hz8x6Wbd7NH5t2M3PxpsNd9sZApbIR1EwoRfW4SKrFR1ItNpKqcZGUiw7TNLYi4hMKdJE8KBEcRK2cFvmR0jOy+GvrHv7aupe/tuw5/PsPy1M5kNOiBwgLCaJKTCSVYyOoHBNBlZyflWIiSCoTrpa9iOSbAl2kAISFBNOgQmkaVCh91PbsbMvGtHRWpe5lZc5t9TZ3++7PraRnZB/1/ISoklQsG07FshEklQ2nQplwKpZxP/dn2sL8SCJSzCjQRXwoKMiQVCacpDLhnFUz7qjHrLVs2X2A1dv2sW7HPtbt2M+6HftYu30/v6zdwacLN5KZfXSIl/puJonRJSlfOpxypcMoFx1G4v+3d3cxcpV1HMe//3PmZbvdbrelpSktWEBSRIyCjWIwZAEvUIl4YVCjBg2EGxPRYLRy5wUJJgblwpgQ0GAkSgNNIF5oEKnUG6IFI0KtrRUKWPpeurMv83b+XpznzMwuLbLSmdM5/X3SyXOel3Pmv88+3f+ZOWdnx6usGR/pPM4Zq1COo0F+mSJyBhh4Qjez84FfAGsAB+539/vMbCXwCLABeBm42d2PDTo+kUExs04S7r1On2knzuFandePz/Kf47Ns3/Eio6vO440359j/5hzbdx/icK1Be0HSN4OVoxVWL6umj7Eqq5ZVOWdphVU92yvDQ2/zixRDHq/QW8Cd7v6cmS0DdpjZk8BXgafc/R4z2wxsBr6bQ3wiZ4Q46ib8Ky9YwdjRfzI5+f55Y9qJc6RW58CJOgdOzHFgao5DU3UOTtU5FB57D01zuFafdy2/11i1xMqlFVYsrbBitMzK0e728tG0nFhSYWK0zPIlZZaPlllWLekT9kTOMANP6O6+H9gftqfMbCewDrgJmAzDHgK2oYQu8rbiyDh3fIRzx0f4AMtPOc7dqdVbHKk1OFyrc7jW4Oh0g6PTdY5Mp9vHZpocqTXYfaDG8ZkG0432KY8XGYwvSRP8+EiZ8SWltBwps2ykxLJQjo2UGA/1sWqJpdVS2l4tMVqJdVIgchqZe3432pjZBuAZ4HJgn7tPhHYDjmX1BfvcDtwOsHr16g9v2bJlYPFKqlarMTY2lncYZ51Bz3szcaYbznQTak2n1nSmm2l9pulMt5yZpjPTIpTObBNmWk791OcCHQZUYxgpGSOhrJ6krMZvLSsxVEK9EkMl6rZVYihHEJ2mkwWt93xo3k/t2muv3eHumxa255bQzWwM+CNwt7tvNbPjvQnczI65+4q3O8bGjRt9165d/Q5VFti2bRuTk5N5h3HWGaZ5b7UTavUWU3MtTsw1mZprMV1vUcseoT7daHfap+stZhptZhptphstZuppOdtov+XmwHeiUooYKUWMlOPwiKiWumW1FFEN25U43e6WMZVSRKUU8crePVz+vks79UocUQ5lpWSU46jzqMQRpdjesl2OTe9GLNIwrfdBM7OTJvRc7nI3szLwGPCwu28NzQfMbK277zeztcDBPGITkXevFEdMjFaYGK2cluM1WgmzjTYzzTTpzzbazDbTcqbRpt5Kt+eabWabCbPNNvVmWq+3EuaabeaaCfVWWp9ptDg6ndBoJzRa3fZ6M21beKMhL/3tXX8NpcjSBB+lib4UR5SjtMza48gox0actUdhOzLiKNRjoxwZ0cL2nrFZX2Td9jgyYkv7Yksv10Tz2mx+m9HTn77jkR3PjM5+UTa2py8bG1l682fU02bhuFmbGRjzx2Aw20ovE0Wh34zOsY2efXWi1JHHXe4GPAjsdPd7e7qeAG4B7gnl44OOTUTOTNmr4+UM5u/ZtxOn0UqT/dPPbGfTR69K6+EEoNlOaLScZjvbTmgmTjP0NdsJjbbTaie0wrGaYbvZTmi1nVaS0AxjmonT7mlrJ9l2wmzTw3innaTHaIUxiWft6XGTxGl7Wk/7BzJd/fP7372jYQsTPem/ee0Wym5f94QjG0t24hDqNq9unefKziEW9mfHz4reY2djuzFbNvSkx+wcKnvenrGnkscr9KuBrwAvmNlfQ9tdpIl8i5ndCrwC3JxDbCIixJGxpBKzpBIzMRKxfsVo3iH9X9yzk4M0+bcTJ0noJP1kXvLvLenU3dPxiTtJOEnIxvX2edjPs7HePQYQ9k/HE/qSTpkey3vadu/5FxdffBHudNqyrylxQrvjoc17jumkz+GkH+6Ujknbs6vMHvbtPHcYA1ks3fG9+5Pt33OM7hjv9NG7f7bvvLGd71I3pgXH6G2np+9U8rjL/U90TzYWun6QsYiIFJmZhbf3845k8ba19zF5zcV5h3FG+uVtJ2/Xx0mJiIgUgBK6iIhIASihi4iIFIASuoiISAEooYuIiBSAErqIiEgBKKGLiIgUgBK6iIhIASihi4iIFIASuoiISAEooYuIiBSAErqIiEgBKKGLiIgUgP2vP8d2JjOzKWBX3nGchVYBh/MO4iykec+H5j0fmvdTe4+7r17YmMffQz+ddrn7pryDONuY2V8074Onec+H5j0fmvfF01vuIiIiBaCELiIiUgDDntDvzzuAs5TmPR+a93xo3vOheV+kob4pTkRERFLD/gpdREREGOKEbmY3mNkuM9tjZpvzjqeozOx8M3vazF4ysxfN7I7QvtLMnjSz3aFckXesRWNmsZk9b2a/CfULzezZsOYfMbNK3jEWkZlNmNmjZvYPM9tpZh/Teu8vM/tW+PnydzP7lZmNaL0v3lAmdDOLgZ8AnwQuA75oZpflG1VhtYA73f0y4Crg62GuNwNPufslwFOhLqfXHcDOnvoPgB+5+3uBY8CtuURVfPcBv3X3S4EPkn4PtN77xMzWAd8ANrn75UAMfAGt90UbyoQOfATY4+573b0B/Bq4KeeYCsnd97v7c2F7ivSH2zrS+X4oDHsI+Gw+ERaTma0HPg08EOoGXAc8GoZozvvAzJYD1wAPArh7w92Po/XebyVgiZmVgFFgP1rvizasCX0d8GpP/bXQJn1kZhuAK4BngTXuvj90vQGsySmsovox8B0gCfVzgOPu3gp1rfn+uBA4BPw8XO54wMyWovXeN+7+OvBDYB9pIn8T2IHW+6INa0KXATOzMeAx4JvufqK3z9NfldCvS5wmZnYjcNDdd+Qdy1moBFwJ/NTdrwCmWfD2utb76RXuR7iJ9GTqPGApcEOuQQ2pYU3orwPn99TXhzbpAzMrkybzh919a2g+YGZrQ/9a4GBe8RXQ1cBnzOxl0stJ15Fe150Ib0mC1ny/vAa85u7PhvqjpAle671/PgH8290PuXsT2Er6f0DrfZGGNaH/Gbgk3AVZIb2B4omcYyqkcO32QWCnu9/b0/UEcEvYvgV4fNCxFZW7f8/d17v7BtK1/Qd3/xLwNPC5MExz3gfu/gbwqpltDE3XAy+h9d5P+4CrzGw0/LzJ5lzrfZGG9oNlzOxTpNcZY+Bn7n53ziEVkpl9HNgOvED3eu5dpNfRtwAXAK8AN7v70VyCLDAzmwS+7e43mtlFpK/YVwLPA19293qe8RWRmX2I9GbECrAX+Brpix+t9z4xs+8Dnyf9rZrngdtIr5lrvS/C0CZ0ERER6RrWt9xFRESkhxK6iIhIASihi4iIFIASuoiISAEooYuIiBSAErqIiEgBKKGLiIgUgBK6iIhIAfwX7gB/i0XR3kMAAAAASUVORK5CYII=\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["mse:  4025.095678817334\n","mae:  52.55991984877367\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ORCyw-V34yXy","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":424},"executionInfo":{"status":"ok","timestamp":1597842139725,"user_tz":-60,"elapsed":1049,"user":{"displayName":"Mingming 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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["mse:  317.8792149605286\n","mae:  16.249015850905586\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Mllpt1EP40dL","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":424},"executionInfo":{"status":"ok","timestamp":1597842141171,"user_tz":-60,"elapsed":1451,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"6061de02-6725-4ff2-f072-574238701b43"},"source":["predict_future('no')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["mse:  344.00702321086345\n","mae:  15.245934640363734\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"31REwsLR42QY","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":424},"executionInfo":{"status":"ok","timestamp":1597842142255,"user_tz":-60,"elapsed":1089,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"c8a6d234-b7a2-4602-d404-1aeb45a15097"},"source":["predict_future('o3')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["mse:  8452.059009117665\n","mae:  88.9946879238134\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"eufHKn5p44M5","colab_type":"code","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1597842143752,"user_tz":-60,"elapsed":1501,"user":{"displayName":"Mingming 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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["mse:  1009.2225448985491\n","mae:  21.5130912536016\n"],"name":"stdout"}]}]}